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Automation and Data Integrity: A Duo for Digital Transformation Success

Precisely

Key Takeaways: Harness automation and data integrity unlock the full potential of your data, powering sustainable digital transformation and growth. Data and processes are deeply interconnected. Today, automation and data integrity are increasingly at the core of successful digital transformation.

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Mastering Batch Data Processing with Versatile Data Kit (VDK)

Towards Data Science

Data Management A tutorial on how to use VDK to perform batch data processing Photo by Mika Baumeister on Unsplash Versatile Data Ki t (VDK) is an open-source data ingestion and processing framework designed to simplify data management complexities. The following figure shows a snapshot of VDK UI.

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2. Diving Deeper into Psyberg: Stateless vs Stateful Data Processing

Netflix Tech

Understanding the nature of the late-arriving data and processing requirements will help decide which pattern is most appropriate for a use case. Stateful Data Processing : This pattern is useful when the output depends on a sequence of events across one or more input streams.

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Exploring Processing Patterns For Streaming Data Integration In Your Data Lake

Data Engineering Podcast

Summary One of the perennial challenges posed by data lakes is how to keep them up to date as new data is collected. With the improvements in streaming engines it is now possible to perform all of your data integration in near real time, but it can be challenging to understand the proper processing patterns to make that performant.

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Leading The Charge For The ELT Data Integration Pattern For Cloud Data Warehouses At Matillion

Data Engineering Podcast

Summary The predominant pattern for data integration in the cloud has become extract, load, and then transform or ELT. Start trusting your data with Monte Carlo today! The ecosystems of both cloud technologies and data processing have been rapidly growing and evolving, with new patterns and paradigms being introduced.

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Using Kappa Architecture to Reduce Data Integration Costs

Striim

Showing how Kappa unifies batch and streaming pipelines The development of Kappa architecture has revolutionized data processing by allowing users to quickly and cost-effectively reduce data integration costs. Finally, kappa architectures are not suitable for all types of data processing tasks.

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How To Future-Proof Your Data Pipelines

Ascend.io

Why Future-Proofing Your Data Pipelines Matters Data has become the backbone of decision-making in businesses across the globe. The ability to harness and analyze data effectively can make or break a company’s competitive edge. Set Up Auto-Scaling: Configure auto-scaling for your data processing and storage resources.